feat(briefing): multi-article topic discussion endpoint for deep thematic analysis
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@@ -544,3 +544,106 @@ async def discuss_article(item_id: int):
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))
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return jsonify({"assistant_message_id": assistant_msg.id, "status": "generating"}), 202
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@briefing_bp.route("/topics/<topic>/discuss", methods=["POST"])
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@_REQUIRE
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async def discuss_topic(topic: str):
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"""Discuss all recent articles in a topic cluster — multi-article deep analysis."""
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data = await request.get_json() or {}
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conv_id = data.get("conv_id")
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if not conv_id:
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return jsonify({"error": "conv_id required"}), 400
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uid = g.user.id
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# Verify conversation belongs to user
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conv = await get_conversation(uid, conv_id)
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if conv is None:
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return jsonify({"error": "Conversation not found"}), 404
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if get_buffer(conv_id) is not None:
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return jsonify({"error": "Generation already in progress"}), 409
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# Find recent articles with this topic (last 2 days)
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async with async_session() as session:
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result = await session.execute(
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select(RssItem)
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.join(RssFeed, RssFeed.id == RssItem.feed_id)
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.where(RssFeed.user_id == uid)
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.where(RssItem.topics.contains([topic]))
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.order_by(RssItem.published_at.desc().nullslast())
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.limit(5)
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)
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items = list(result.scalars().all())
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if not items:
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return jsonify({"error": f"No articles found for topic '{topic}'"}), 404
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# Fetch full content for each article
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from fabledassistant.services.rss import _fetch_full_article
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synthetic_tool_calls = []
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for item in items:
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content = await _fetch_full_article(item.url) if item.url else None
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content = content or item.content or ""
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synthetic_tool_calls.append({
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"function": "read_article",
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"arguments": {"url": item.url or ""},
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"result": {
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"success": True,
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"type": "article_content",
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"url": item.url or "",
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"title": item.title or "",
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"source": "",
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"content": content[:8000], # cap per article to stay within context
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"truncated": len(content) > 8000,
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},
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})
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await add_message(conv_id, "assistant", "", status="complete", tool_calls=synthetic_tool_calls)
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user_prompt = (
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f"I'd like to discuss the {len(items)} articles about '{topic}'. "
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"Don't just summarize each one — draw connections between the sources, "
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"highlight where they agree or disagree, and share your analysis of what "
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"this means. Let's have a real discussion about this topic."
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)
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await add_message(conv_id, "user", user_prompt)
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conv = await get_conversation(uid, conv_id)
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assert conv is not None
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history = []
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for msg in conv.messages:
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if msg.role == "system":
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continue
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msg_dict = {"role": msg.role, "content": msg.content or ""}
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if msg.tool_calls:
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msg_dict["tool_calls"] = [
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{"function": {"name": tc["function"], "arguments": tc["arguments"]}}
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for tc in msg.tool_calls
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]
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history.append(msg_dict)
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for tc in msg.tool_calls:
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history.append({"role": "tool", "content": json.dumps(tc.get("result", {}))})
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else:
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history.append(msg_dict)
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model = await get_setting(uid, "default_model", "") or ""
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assistant_msg = await add_message(conv_id, "assistant", "", status="generating")
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buf = create_buffer(conv_id, assistant_msg.id)
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asyncio.create_task(run_generation(
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buf, history, model,
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uid, conv_id, conv.title or "",
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user_prompt,
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think=True,
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))
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return jsonify({
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"assistant_message_id": assistant_msg.id,
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"status": "generating",
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"article_count": len(items),
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}), 202
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